Introductory Module - R
GIS for Transport
Christine Okeyo, Robert Marty, Luis Eduardo San Martin
Development Impact (DIME)
April, 2024
About this module
About this module
- This module will review key R fundamentals that will be useful and be applied in the subsequent modules.
Format
These are hands-on sessions. You are strongly encouraged to follow along in your computer what the presenter is doing
The sessions include exercises. You will be given 3-4 minutes to solve each exercise before we show the solution
R programming basics
R Objects
Objects are the building blocks of R programming.
What is an object?
An object is something you can refer to later in your code to get a value
You can put anything into an object : scalars, strings, datasets, vectors, plots, functions, etc.
Objects also have attributes that can be used to manipulate them
Object classes
Some essential object classes include;
Vectors: an uni-dimensional object that stores a sequence of values of the same class
Data frames: a combination of different vectors of the same length (the same as your dataset in Excel)
Lists: a multidimensional object that can store several objects of different classes and dimensions
Setup
Setup
File paths
File paths
Load the schools and country data.
- The school names data contains names of all the schools in Kenya
- The school coordinates data contains geographical information of the respective schools
Installing and Loading Packages
Packages
Another important aspect to consider is R packages. Consider the following:
R is a new phone
R packages are apps in your phone
Packages
To install a package you can run the following command:
- R packages need to be loaded in each R session that will use them.
- That means that, for example, a function that comes from the
sfpackage cannot be used if the package has not been installed and loaded first.
To load a package you can run the following command:
Notes: Remember you should always load your packages before your start coding.
Functions
Quick intro to functions
head(),View(),filter()andread.csv()are functions.Functions in R take named arguments
Type
help(filter)in the console to check the arguments of thefilter()function
Quick intro to functions
When we used
filter(school_names, name == "Consolata School")we’re implicitly telling R that thexargument isschool_namesand thesubsetargument isname == "Consolata School"For example, see below:
filter(school_names, name == "Consolata School")
Quick intro to functions
Arguments are always enclosed in parentheses
Usually the first argument is the object you want to use the function on, e.g.
filter(school_names, ...)Functions usually return values that you can store in an object, print or use directly as an argument of another function.
We will explore these ideas in depth in a later session.
Data in R
Loading a dataset in R
Before we start wrangling our data, let’s read our datasets. We can use the read.csv function if we want to load the csv files with the school names and coordinates
Exercise 1: Loading data in R
Use either of the functions mentioned above and load the two datasets from your working directory
Solution:
Exploring data
Exploring a data set
These are some useful functions from base R:
View(): open the data set.class(): reports object type of type of data stored.dim(): reports the size of each one of an object’s dimension.names(): returns the variable names of a dataset.str(): general information on an R object.summary(): summary information about the variables in a data frame.head(): shows the first few observations in the dataset.tail(): shows the last few observations in the dataset.
Some other useful functions from the dplyr:
glimpse(): get a glimpse of your data.
Load and show a dataset
We can just show our dataset using the name of the object; in this case, school_names.
osm_id name
1 30312225 Consolata School
2 674552830 <NA>
3 1399125354 Galitos restaurant
4 1764153756 Makini Schools
5 1867185524 Bohra Primary School
6 2061462027 <NA>
7 2061462030 <NA>
8 2061462031 <NA>
9 2061462033 <NA>
10 2468180197 <NA>
11 2468180199 <NA>
12 2468180201 <NA>
13 2468180203 <NA>
14 2468180205 <NA>
15 2468180207 <NA>
16 2468180209 <NA>
17 2468180211 <NA>
18 2468180213 <NA>
19 2468180215 <NA>
20 2468189973 <NA>
21 2468189975 <NA>
22 2468189978 <NA>
23 2468189979 <NA>
24 2483120528 <NA>
25 2483120529 <NA>
26 2483120530 <NA>
27 2483120531 <NA>
28 2483120532 <NA>
29 2483120533 <NA>
30 2483120534 <NA>
31 2483120535 <NA>
32 2483120536 <NA>
33 2483120537 <NA>
34 2483120538 <NA>
35 2483120539 <NA>
36 2483120540 <NA>
37 2483120541 <NA>
38 2483120542 <NA>
39 2484528096 <NA>
40 2484528098 <NA>
41 2484532836 <NA>
42 2484532841 <NA>
43 2484532844 <NA>
44 2484532847 <NA>
45 2484532850 <NA>
46 2484532854 <NA>
47 2484532857 <NA>
48 2484532860 <NA>
49 2484532862 <NA>
50 2484533946 <NA>
51 2484533947 <NA>
52 2484533948 <NA>
53 2484533949 <NA>
54 2484533950 <NA>
55 2484533951 <NA>
56 2484533952 <NA>
57 2484533953 <NA>
58 2491660139 <NA>
59 2491660140 <NA>
60 2491660141 <NA>
61 2491660142 <NA>
62 2491660143 <NA>
63 2491790080 <NA>
64 2491790081 <NA>
65 2491790082 <NA>
66 2491790083 <NA>
67 2499024984 <NA>
68 2499024985 <NA>
69 2499024986 <NA>
70 2499024987 <NA>
71 2546351658 <NA>
72 2546351660 <NA>
73 2546351662 <NA>
74 2546351663 <NA>
75 2546351665 <NA>
76 2687961610 Logos Christian School
77 2875798610 Kiota School
78 3181899962 <NA>
79 3181900041 <NA>
80 3797942363 <NA>
81 3797942364 <NA>
82 3797942366 <NA>
83 3797942369 <NA>
84 3797942375 <NA>
85 3797942376 <NA>
86 3797942377 <NA>
87 3797942378 <NA>
88 3797942379 <NA>
89 3797942380 <NA>
90 3797942382 <NA>
91 3797942387 <NA>
92 4192570231 <NA>
93 4192570232 <NA>
94 4192570233 <NA>
95 4192570234 <NA>
96 4192570235 <NA>
97 4192570236 <NA>
98 4192570237 <NA>
99 4192570238 <NA>
100 4192570239 <NA>
101 4192570240 <NA>
102 4192570241 <NA>
103 4192570242 <NA>
104 4192570243 <NA>
105 4192570244 <NA>
106 4192570298 <NA>
107 4192570299 <NA>
108 4192570300 <NA>
109 4192570301 <NA>
110 4193917220 <NA>
111 4193917221 <NA>
112 4193917222 <NA>
113 4193917223 <NA>
114 4193917224 <NA>
115 4193917225 <NA>
116 4193917226 <NA>
117 4193917227 <NA>
118 4843663614 Makini Primary School
119 4843663615 Makini Secondary School
120 4994970182 <NA>
121 4994970183 <NA>
122 4994970184 <NA>
123 4994970185 <NA>
124 4994970186 <NA>
125 4994970187 <NA>
126 5327988317 Imani Montessori School
127 5327992069 <NA>
128 5328845942 <NA>
129 5328845943 <NA>
130 5328845944 <NA>
131 5328845945 <NA>
132 5328845946 <NA>
133 5328845947 <NA>
134 5328845948 <NA>
135 5328845949 <NA>
136 5328845950 <NA>
137 5328845951 <NA>
138 5328845952 <NA>
139 5328845953 <NA>
140 5328845954 <NA>
141 5328845955 <NA>
142 5328845956 <NA>
143 5328845957 <NA>
144 5328845958 <NA>
145 5328845959 <NA>
146 5328845960 <NA>
147 5328845961 <NA>
148 5329314557 <NA>
149 5329314558 <NA>
150 5329314559 <NA>
151 5329314560 <NA>
152 5329314561 <NA>
153 5329314562 <NA>
154 5329314563 <NA>
155 5329314564 <NA>
156 5333172575 Muthangari Primary School
157 5333175502 St. Austin's Academy Secondary School
158 5333179718 Shani Angaza School
159 5333182252 Lavington Secondary School
160 5333183070 Lavington Primary School
161 5333209252 <NA>
162 5333209253 <NA>
163 5333209254 <NA>
164 5333230312 <NA>
165 5333230313 <NA>
166 5333230314 <NA>
167 5333230315 <NA>
168 5333230316 <NA>
169 5333230317 <NA>
170 5333295388 Gifted Hands School
171 5333295389 Amicus School
172 5333296837 Rudan Junior Academy
173 5334960757 <NA>
174 5339089383 <NA>
175 5339089384 <NA>
176 5339106869 Lavington United Church Academy
177 5339117803 <NA>
178 5339117804 <NA>
179 5339117805 <NA>
180 5339117806 <NA>
181 5414280529 <NA>
182 5414280530 <NA>
183 5414280531 <NA>
184 5414280532 <NA>
185 5414280533 <NA>
186 5414280534 <NA>
187 5414280535 <NA>
188 5414280559 <NA>
189 5440491074 <NA>
190 5440491075 <NA>
191 5440491076 <NA>
192 5456668645 Bambini, Montessori School
193 5456734642 Compuera Academy
194 5933721654 Msingi Bora Academy
195 5933721655 Msingi Bora Academy
196 5933721656 Msingi Bora Academy
197 5933721657 Redempter School
198 5933721658 Redempter School
199 5933721703 Ananda Marga Academy
200 5933721704 Ananda Marga Academy
201 5933721705 Kanyorosha Self Help School
202 5933721706 Kanyorosha Self Help School
203 5933721707 Hamomi School
204 5933721708 Blessings Junior Academy
205 5933721709 Excel School
206 5933721710 Excel School
207 5933721713 Ananda Marga Academy
208 5933721714 Bueno Kids Kindergarten
209 5933721718 Young Achievers Academy
210 5933721719 Young Achievers Academy
211 5948170931 Lucky Star Centre Shool
212 5948174097 Waruku Pre-primary School
213 5948174098 Shani Nyota School
214 5948174099 Shani Taji School
215 5948174102 Kianda School
216 5948174107 Waruku Primary School
217 5948282114 Overseer's Educational Center
218 5948282115 Overseer's Education Center
219 5948282116 Five Star Academy
220 5948282117 Five Star Academy
221 5948282118 Kangemi Youth Centre
222 5948282119 Kangemi Youth Centre
223 5948282122 Mwalimu Primary School
224 5948282123 Mwalimu Primary School
225 5953218907 Westlands Primary School
226 5953218908 St. Marks Church Nursery School
227 6127974224 <NA>
228 6127974225 <NA>
229 6127974226 <NA>
230 6127974227 <NA>
231 6127974228 <NA>
232 6127974229 <NA>
233 6127974230 <NA>
234 6127974231 <NA>
235 6141845853 <NA>
236 6141845854 <NA>
237 6141845855 <NA>
238 6141845856 <NA>
239 6141845857 <NA>
240 6141845858 <NA>
241 6141845859 <NA>
242 6178983021 <NA>
243 7680912929 <NA>
244 8204435332 <NA>
245 8374482726 Rusinga Schools
246 8374484698 Braeburn
247 8374595313 Children Angel Academy
248 8374597804 Favour Academy
249 8374598875 St. Angels Children School
250 8374600650 Green Wood Academy
251 8374605280 Huduma School
252 8374622553 Twinkling Star School
253 8374727569 Sunshine Day Care
254 8374771201 Dagoretti Mixed Secondary
255 8374784482 Zeal Covenant Kindergarten
256 8374797662 Gatina Primary
257 8374839015 Mother Margherita School
258 8374841243 Ubora Senior School
259 8374848710 Gatina Children Center
260 8374859944 Zeal Covenant School
261 8374861500 Sifa Education Services
262 8374868496 Maranatha Educational Centre
263 8374879813 Chosen Children of Promise
264 9673467752 <NA>
265 9673467753 <NA>
266 9673467754 <NA>
267 9673467755 <NA>
268 9673467756 <NA>
269 9673467757 <NA>
270 9673467758 <NA>
271 9676659080 <NA>
272 9676659081 <NA>
273 9676659082 <NA>
274 9676659083 <NA>
275 9679424928 <NA>
276 9679424933 <NA>
277 9679424934 <NA>
278 9679424958 <NA>
279 9679424964 <NA>
280 9679424965 <NA>
281 9679424966 <NA>
282 9679424968 <NA>
283 9679424975 <NA>
284 9679424978 <NA>
285 9679924741 <NA>
286 9679924742 <NA>
287 9679924743 <NA>
288 9679924781 <NA>
289 9679924782 <NA>
290 9679924783 <NA>
291 9679924784 <NA>
292 9679924812 <NA>
293 9679924813 <NA>
294 9679931517 <NA>
295 9679931518 <NA>
296 9679931519 <NA>
297 9722366217 Sinapis
298 9722373317 Sinapis
299 9840736117 <NA>
300 9969927832 <NA>
301 9969927833 <NA>
302 9971949575 <NA>
303 9971949589 <NA>
304 9971949641 <NA>
305 10121540163 <NA>
306 10121540164 <NA>
307 10121540165 <NA>
308 10121540166 <NA>
309 10121540167 <NA>
310 10121540168 <NA>
311 10121540169 <NA>
312 10121540170 <NA>
313 10121540192 <NA>
314 10121540193 <NA>
315 10121540194 <NA>
316 10121540195 <NA>
317 10121540196 <NA>
318 10121540197 <NA>
319 10536308835 Nairobi School
320 10815690968 <NA>
321 10815690969 <NA>
322 10815690970 <NA>
323 10815690971 <NA>
324 10815690972 <NA>
325 10815690973 <NA>
326 10815690974 <NA>
327 10815690975 <NA>
328 10815690976 <NA>
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336 10815690984 <NA>
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340 10815690989 <NA>
341 10815690990 <NA>
342 10815690991 <NA>
343 10815690992 <NA>
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350 10815690999 <NA>
351 10815691000 <NA>
352 10815691001 <NA>
353 10815691002 <NA>
354 10815691003 <NA>
355 11228124032 <NA>
356 1087015286 <NA>
357 1087015300 <NA>
358 1087015314 <NA>
359 1087015316 <NA>
360 1728814564 <NA>
361 1728814566 <NA>
362 1728839015 <NA>
363 1728839016 <NA>
364 1728839017 <NA>
365 1728839018 <NA>
366 1728839019 <NA>
367 1728839020 Cedar Groove
368 2683171984 <NA>
369 2683171988 <NA>
370 2683171989 <NA>
371 2683171990 <NA>
372 2683171991 <NA>
373 2683171993 <NA>
374 2687957058 <NA>
375 4210799128 City prime Secondary school
376 5334960754 Riara Group Of Schools Kindergarten
377 5334960755 <NA>
378 5334960756 <NA>
379 5334960758 <NA>
380 5334971801 Dagoretti Corner Primary School
381 5338844387 <NA>
382 5338844388 <NA>
383 5338844389 <NA>
384 5338844390 <NA>
385 5338844391 <NA>
386 5338844392 <NA>
387 5338844393 <NA>
388 5338850142 Riruta Primary School
389 5915900140 Mnarani Educational Center
390 5915900141 Mnarani Educational Centre
391 5915900142 Creative Best Care Academy
392 5924832980 Bidii Self Help
393 5924832981 Doravera Education Centre
394 5924835187 Bidii Self Help
395 5925863201 Patience Education Center
396 5925863202 Patience Education Centre
397 5925863208 Stev-in Junior Education Center
398 5925863209 Stev-in Junior Educational Centre
399 5926229120 Wells Of Hope
400 5926387119 Milkan Elite Education Center
401 5926387128 Milkan Elite Education Center
402 5926387129 Milkan Elite Education Center
403 5933573019 Foursquare Academy
404 5933573020 Foursqure Academy
405 5933622803 Kogero Sunnyshine Community Centre
406 5933622808 The Potters Junior Academy
407 5933622809 Nairobi Hil School Kangemi Branch
408 5933622810 Nairobi Hill School Kangemi Branch
409 5933622817 Kogero Sunnyshine Community Centre
410 5933622818 The Potters Junior Academy Pre-School
411 5953317910 Teravic Education Centre
412 5953317911 Teravic Education Centre
413 6135414713 City Prime Academy
414 7321575797 The Red Hill Education Centre
415 8370979237 Jazeel Education Center
416 8371013830 Bignet Education Centre
417 8371024586 Le Pic School
418 8371030906 Riruta Israel Educational Centre
419 8371063327 Gibens Blessed Academy
420 8371137556 Shiloe Secondary
421 8371228326 Precious Blood Secondary Schools
422 8371232459 Solomon Mind's School
423 8371235937 Bethany Joy School
424 8371240996 Vigil school
425 8371353971 Ladyaisha Academy
426 8371365595 Kiddy Palace Day Care
427 8371388290 Dagoretti Muslim Primary School
428 8371389386 Humanitarian Education Centre
429 8371395005 Kids Emporwment Centre
430 8371402937 Mainstream Education Centre
431 8371411347 Rise and Shine
432 8371413911 Whistling Thorn
433 8371414273 Riruta good Shepherd School
434 8371416414 Child of God Education Center
435 8371428687 Ndurarua Primary School
436 8371436591 Happy Angels Junior Academy
437 8371453982 Good shepherd
438 8371455829 Riruta
439 8371456003 Labs Driving School
440 8374482295 Excel Academy
441 8374500707 St. Anthony Junior School
442 8374507481 St Anthony High School
443 8374512991 Prince of Peace Academy
444 8374520401 St Anthony Junior School
445 8374552809 Rens Community Center School
446 8374554303 Joy Remuna Academy
447 8374558336 Kabiro Primary School
448 8374559468 Kabiro secondary school
449 8374563982 The Excellence School
450 8374564304 The Excellence School
451 8374568009 Free Land Scholars Academy
452 8374583635 Maranatha Academy
453 8374618299 Riri Junior School
454 8374618342 Eagles
455 8374634312 Keds Community
456 8374644687 St Mary's Dagoretti Centre
457 8374646110 Vision Destiny
458 8374651687 Crossroad Stars Academy
459 8374663071 Inspiration World of Beauty Training
460 8374705986 Mabe Twinkling Stars
461 8374794569 Trinity Education Center
462 8374844547 Etihad Primary
463 8764061934 Clips Hairdressing and Beauty Therapy
464 8764072721 Teensworld Technologies Training College
465 8764099089 Cholas and Anastasio Orthodox
466 8764122373 St.Nicholas and Anastasios Orthodox School
467 8764204374 Emmanuel Glory Academy
468 8764230369 Kawangware Day Nursery School
469 8764337966 Queen of Angels Academy
470 8764454282 Kife School of Business Studies
471 8764457625 Kawangware Primary School
472 8764466562 Kawangware Primary School
473 8764474807 Stay Up Driving School
474 9200307181 <NA>
475 9905698258 Clover Green School
476 9905709251 Blue Door Christian Academy
477 9952577263 <NA>
478 9952577264 <NA>
479 9952577270 <NA>
480 9952577276 <NA>
481 9952577277 <NA>
482 10089477818 <NA>
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487 10089477827 <NA>
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493 10089477836 <NA>
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495 10915939513 <NA>
496 10915939514 <NA>
497 10915939515 <NA>
498 10915939516 <NA>
499 10915939517 <NA>
500 10915939518 <NA>
501 10915939519 <NA>
502 10915939520 <NA>
503 10915939521 <NA>
504 10915939522 <NA>
505 10915939523 <NA>
506 10915939524 <NA>
507 10915939525 <NA>
508 10915939526 Uthiru Girls High School
509 10915990659 <NA>
510 10915990660 <NA>
511 10915990663 <NA>
512 10915990665 <NA>
513 10915990666 <NA>
514 10915990669 <NA>
515 10915990670 <NA>
516 10915990672 <NA>
517 10946235518 Patmos Montessori School
518 11449765757 <NA>
519 11449765758 <NA>
520 11449765759 <NA>
521 11449765760 <NA>
522 11449765761 <NA>
523 11449765762 <NA>
524 11449765763 <NA>
525 11449765764 <NA>
526 11449765765 <NA>
527 11449765766 <NA>
528 11449765767 <NA>
529 11449765768 <NA>
530 11449778369 <NA>
531 11449778370 <NA>
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533 11449778372 <NA>
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536 11449778375 <NA>
537 11449778376 <NA>
538 11449778377 <NA>
539 11449778378 <NA>
540 11449778493 <NA>
541 11579190010 <NA>
542 11579190011 <NA>
543 11579190018 <NA>
544 11579190022 <NA>
545 11634409138 <NA>
546 11634649732 <NA>
547 11634649750 <NA>
548 11684701036 <NA>
549 2165127212 <NA>
550 2165127213 <NA>
551 2165127214 <NA>
552 2165127215 <NA>
553 3080415873 The Komarock School
554 3080429088 Bondeni Primary School
555 4297607403 Precious Gift Primary
556 4739499421 Kayole 1 Primary School
557 5636724233 Imara Primary School
558 5636724256 Mwangaza Primary School
559 5636724260 Thawabu Primary School
560 5636724261 Kayole South Secondary School
561 6819930242 Kayole P.C.E.A Primary School
562 1762010247 <NA>
563 1762010248 <NA>
564 1762010249 <NA>
565 1762010250 <NA>
566 1762010251 <NA>
567 1762010252 <NA>
568 1762010253 <NA>
569 1762010254 <NA>
570 1762010255 <NA>
571 1762010257 <NA>
572 1762015192 <NA>
573 1762015193 <NA>
574 1762015198 <NA>
575 1762015200 <NA>
576 1762015202 <NA>
577 1762015203 <NA>
578 1762015205 <NA>
579 2490510045 <NA>
580 2490510046 <NA>
581 4270236321 <NA>
582 4556878489 Friends Church Donholm School
583 4903317522 Kifaru Primary School
584 5039111577 <NA>
585 5039111578 <NA>
586 5039111579 <NA>
587 5039111580 <NA>
588 5039111581 <NA>
589 5039111582 <NA>
590 5501772222 St. Mary Immaculate School - Mihango
591 6259798889 Embakasi Garrison Primary School
592 6259798904 Good Testimony Junior School
593 6259798907 New Junior Campus Academy
594 6259798957 St.Mary Academy
595 6259798979 <NA>
596 6259798980 <NA>
597 6259810687 Edelvale Girls' Secondary School
598 6817327487 <NA>
599 6817327488 <NA>
600 6817327489 <NA>
601 6817327490 <NA>
602 7223822513 <NA>
603 7223822518 <NA>
604 7223822519 <NA>
605 7224984858 <NA>
606 7224984859 <NA>
607 7224984861 <NA>
608 7224984862 <NA>
609 7225458210 <NA>
610 7225458211 <NA>
611 7225458212 <NA>
612 7225458213 <NA>
613 7225458214 <NA>
614 7226694041 <NA>
615 7226694042 <NA>
616 7226694043 <NA>
617 7226694044 <NA>
618 7226694045 <NA>
619 7226694046 <NA>
620 7226694047 <NA>
621 7226694048 <NA>
622 7226694049 <NA>
623 7226694050 <NA>
624 7226694051 <NA>
625 7226694052 <NA>
626 7685658174 <NA>
627 7685658175 <NA>
628 7685658176 <NA>
629 7685658177 <NA>
630 7685658178 <NA>
631 7685658179 <NA>
632 7685658180 <NA>
633 7685658181 <NA>
634 7685658182 <NA>
635 7685658183 <NA>
636 8168673391 Melissah Academy
637 8394921588 Vision Stars Academy
638 9047517568 <NA>
639 9047517569 <NA>
640 9047517570 <NA>
641 9047517571 <NA>
642 9732361687 <NA>
643 9732361688 <NA>
644 9732361689 <NA>
645 9732361690 <NA>
646 9732361691 <NA>
647 9732361692 <NA>
648 9756961176 <NA>
649 9763778099 <NA>
650 9763778128 <NA>
651 9763778129 <NA>
652 9769495428 <NA>
653 9800781652 Embakasi Benedicta Academy
654 9800959214 <NA>
655 9873760268 <NA>
656 9873760269 <NA>
657 10742573430 <NA>
658 10742573431 <NA>
659 10742573432 <NA>
660 10742573433 <NA>
661 10742573434 <NA>
662 10742573435 <NA>
663 10742573436 <NA>
664 10742573437 <NA>
665 10742573438 <NA>
666 10742573439 <NA>
667 10997396505 ACK St. Monica School
668 11005644006 PEFA Christian school
669 11007740435 Mwamba Ridge
670 11373332527 <NA>
671 11373332528 <NA>
672 11373332529 <NA>
673 11373332530 <NA>
674 11373332531 <NA>
675 11373332532 <NA>
676 11397886984 Mihang'o Primary School
677 11656242412 <NA>
678 1431696789 Altaawon Education Center
679 1732933774 Alfa And Omega Primary School
680 1732933794 Faith Intergarted Center School
681 1732933810 Korogocho Glory Primary/Secondary School
682 1732933828 New Starlight Academy
683 1732933843 Primary Chirld Care Center
684 1736275869 Hands Of Hope Child care centre
685 1736275875 Kisumu Ndogo NFECK School
686 1736275924 super action Rehabilitation center
687 1736275928 napenda kuishi Rehabilitation center/School
688 1736275941 St Clares Primary School
689 1828380624 <NA>
690 1828380626 <NA>
691 1828380631 <NA>
692 1828380633 <NA>
693 1828380638 <NA>
694 1828380642 <NA>
695 1828380644 <NA>
696 1828380647 <NA>
697 1828380648 <NA>
698 1828380651 <NA>
699 1828380652 <NA>
700 1828380654 <NA>
701 2405798451 Unnamed school
702 2405823263 Bridge International Academy
703 2405823266 Clara Primary School
704 2405823267 Clare Baby and Primary School
705 2405823274 Emaculate secondary school
706 2405823276 Genesis Primary School
707 2405823277 Genesis Secondary School
708 2405823281 Greenland Centre
709 2405823282 Hope Academy
710 2405823293 Motilone Education Centre
711 2405823301 Roho Primary school
712 2405823307 Sunrays Primary
713 2405823308 Super Education Centre
714 2405823310 Vemi Academy and Baby Care
715 2405823311 Wisdom Academy
716 2405836217 Calcuta high school
717 2405836230 Emmaus centre
718 2405836259 Lucky shamir academy
719 2405836287 Prime school
720 2405836303 Six to six academy
721 2405836314 St. Steven's primary school
722 2405836318 Wayside academy
723 2405854914 Gracious hope learning centre
724 2405854917 Kasa Emmanuel school
725 2405854923 Nyasweda Primary school
726 2405854927 St. Joseph Secondary School
727 3723143870 alliance vision high school
728 3723143872 anglican chuch primary
729 3723143874 bestan children centre
730 3723143878 bora afya school
731 3723143885 damascus nursery and SHG school
732 3723143886 daniel comboni primary
733 3723143887 day shelter centre
734 3723143888 destiny primary
735 3723143901 highridge baptist boarding primary
736 3723143909 hope and care primary
737 3723143914 jambo toto primary
738 3723143918 kazi barasa baby care
739 3723143919 kenya foundation nursery school
740 3723146937 madrasa school
741 3723146939 makao primary
742 3723146943 missions of hope primary
743 3723147503 rehema children home/rescue centre
744 3723147504 rehema daycare school
745 3723147508 St. Clares Secondary
746 3723147509 st.francis of asisi sec
747 3723147510 tartola child rescue and educational centre
748 5520034968 BigPen Academy
749 6445077911 Kenya Muslim Academy
750 9166914517 Kenya Muslim Academy
751 9166926918 Kariobangi Adventist Education Centre
752 9166926919 Kariobangi Adventist Education Centre
753 9166960717 Marakim Preparatory Cottage
754 9166969517 Markim Preparatory Cottage
755 9166997017 KAG Mathare Child Development Center
756 9167044817 KAG Mathare Child Development Centre
757 878845707 polystar educational centre
758 878845809 merry cliff junior academy
759 878845990 imara tripoly academy
760 878846125 utu wema pri.sch
761 878846126 our lady of visitation pri.sch
762 878846167 Embakasi Girls Boarding Secondary School
763 878846209 GLORIOUS LAND ACADEMY
764 878846630 Galaxy Secondary School/ Black Spot
765 878846662 emirates pri.sch
766 878846740 St.Caspers Academy
767 878847332 Catholine school
768 878847346 neema vineyard school
769 878847369 Gramo joy Primary school
770 878847386 st.james academy
771 878847413 Shiners CC Secondary School
772 914492927 The Riara Group of Schools
773 914492934 Seventh Day Adventist / Imara Daima Academy
774 914492943 Gatoto Primary
775 914492966 KYDF secondary
776 914492968 Church on the Rock Primary
777 914492969 Emanuel Primary School
778 949597323 Kwa Njenga Primary School
779 949597326 Baptist Primary School
780 949597371 New Dawn Community
781 949597383 Joyland Academy
782 949597387 Star Of Hope Primary School
783 949597395 Jobenpha School
784 949597408 Mara Children's Centre
785 949597417 Arts Centre (Little Bells Pri Sch)
786 949597418 Better Life Community School
787 949597436 Agape Primary
788 949597464 Komido Center
789 949597470 <NA>
790 949597481 Red-Roof Academy
791 949597490 Blue Shine Academy
792 949597540 Cana Pri Sch
793 949597571 St John Academy
794 949597588 Mwangaza tumaini primary
795 949597642 Our Lady Of Nazareth Pri
796 949597654 Flama Junior Academy
797 949597665 Rueben Baptist School
798 949597793 Jovial Community Education Centre
799 949597840 St. Jude'S Catholic Church Ecd
800 949597859 Imani Community School
801 949597877 Little Bells Pri Sch
802 949597915 Stevens Academic Community Centre
803 949598047 Neema Rehab Community School
804 949598062 Reuben Pry Sch & Polytechnic
805 949598078 Angaza Community School
806 949598134 Maria Goretti Nursery School
807 949598174 Baptist Primary School
808 949598184 All Jamaica Junior Academy
809 949598187 Downstream Community School
810 949598230 Sidarec Ecd
811 1417861297 Highlight Secondary School
812 1417861316 Twinster Academy
813 1417861344 Comido Educational Centre
814 1417861353 Bridge International School
815 1417918709 Isiah Kings Academy
816 1417918710 Jophen Community School
817 1417918723 Rodrise Academy
818 1417918725 St. johns primary school
819 1419004968 Blessed Salon Training School
820 1419004980 Geotas Hope Academy Centre
821 1419004982 Hopevine Junior Academy
822 1419004987 Jophen Primary School
823 1419004996 Perfect Touch Hair and Beauty Centre Training School
824 1419004998 Progress Junior Academy
825 1419005003 St. Stephens Academy
826 1419005005 Tuinuane Mukuru Training Centre
827 1419005020 Winster Academy
828 1419101736 Lebanon Juniour Academy
829 1419101739 Mukuru Education Center
830 1419101747 Angaza Community School
831 1419101752 Optica Academy
832 1419101759 River of life Primary school
833 1419101766 Victory Gift Academy
834 1419101770 Fabulous Academy
835 1419101780 St. Alloys Academy
836 1432507879 Brain house academy
837 1432507881 By faith academy
838 1432508029 New Dawn Community
839 1432508031 New light leaners centre
840 1432508044 Rueben vision school
841 1437347777 Betterlife school
842 1437347918 Siku njema education centre
843 1446059177 Flama Junior Academy
844 1446059238 Baptist Primary School
845 1446059289 Bridge academy
846 1453973030 joyland children centre
847 1535001252 Reuben Centre Primary School
848 1606496690 <NA>
849 1606496706 <NA>
850 1606496714 <NA>
851 1606496725 <NA>
852 1677041835 <NA>
853 1677041839 <NA>
854 1677041841 <NA>
855 1677041843 <NA>
856 1677041845 <NA>
857 1678061748 <NA>
858 1678079270 Bridge International School
859 1678079289 St Marys Secondary School
860 1678174277 <NA>
861 1678174281 <NA>
862 1678174284 <NA>
863 1683106442 Our Lady Of Visitation Primary School
864 1683193039 Riara Group of Schools
865 1999653256 Bridge international academy
866 1999709935 galaxy secondary school
867 1999709958 prolabora education centre
868 2001268209 Bahati secondary school
869 2001268234 Brightons academy
870 2001268239 Damasca primary school
871 2001268303 Jaombi community foundation school
872 2001268317 Pefa academy
873 2001268349 St.Jude primary school
874 2001268352 Stephens centre for excellence
875 2145391058 Our Lady of Mercy Secondary School
876 2490510044 <NA>
877 2490510048 <NA>
878 2608955095 <NA>
879 2608955096 <NA>
880 2608955097 <NA>
881 2608955098 <NA>
882 5704554335 St. Elizabeth Primary School
883 5704643042 Flama education centre
884 6013116535 <NA>
885 8048710128 <NA>
886 8048710129 <NA>
887 8048710130 <NA>
888 8048710131 <NA>
889 550105831 Busara Primary School
890 3723143857 AIPCA primary
891 9169178418 Kingdom Living Now School
892 282407449 <NA>
893 282407456 <NA>
894 1038103774 Inspiration Baby College
895 1038103776 Bridge International Academy - Gumba
896 1038103794 Abundant Life School
897 1038193564 Good Samaritan Children Home and Rehabilitation Center
898 1038202744 Ebenezar Primary School
899 1101714916 <NA>
900 1101714918 <NA>
901 1101714939 <NA>
902 1101714948 <NA>
903 1101714950 <NA>
904 1101714955 <NA>
905 1101714961 <NA>
906 1101714968 <NA>
907 1101714977 <NA>
908 1101714980 <NA>
909 1101714991 <NA>
910 1101714999 <NA>
911 1101715001 <NA>
912 1101715005 <NA>
913 1103092195 St.Micheals Educational Center
914 1103092371 Mathare Family Hope Center
915 1103092451 Why Not Academy
916 1110239839 St.Mary Community Center
917 1110239854 Funzo junior school.
918 1110239856 St Antonieta
919 1110239861 ST .paul primary school
920 1112885024 Thayu kindergaten
921 1123201114 St.Ann Day Care Nursery
922 1124611713 <NA>
923 1124611721 <NA>
924 1124611728 <NA>
925 1124611729 <NA>
926 1124611745 <NA>
927 1124611751 <NA>
928 1124611773 <NA>
929 1124611779 <NA>
930 1124611787 <NA>
931 1124611829 <NA>
932 1124611832 <NA>
933 1124611868 <NA>
934 1124611878 <NA>
935 1124611902 <NA>
936 1124611908 <NA>
937 1124611913 <NA>
938 1124611920 <NA>
939 1124611926 <NA>
940 1124611941 <NA>
941 1124611945 <NA>
942 1124611953 <NA>
943 1124711892 <NA>
944 1124711917 <NA>
945 1124711921 <NA>
946 1124711961 <NA>
947 2105375801 <NA>
948 2105460696 St Teresa's Girls' Secondary School
949 2361262486 <NA>
950 2361262488 <NA>
951 2361262490 <NA>
952 2361262492 <NA>
953 2361262494 <NA>
954 2361262496 <NA>
955 2361262498 <NA>
956 2361262500 <NA>
957 2361262502 <NA>
958 2361262504 <NA>
959 2361262506 <NA>
960 2361262508 <NA>
961 2361262510 <NA>
962 2361262511 <NA>
963 2361262514 <NA>
964 2361262516 <NA>
965 2361262518 <NA>
966 2361262520 <NA>
967 2361262521 <NA>
968 2361262523 <NA>
969 2361262525 <NA>
970 2361262527 <NA>
971 2361262529 <NA>
972 2361262531 <NA>
973 2374943971 Muungano Adult Education Center
974 4454756893 Missions Of Hope International (bondeni)
975 4454756894 Destiny Junior Education Centre
976 4454756895 Forward Education Center
977 4454756896 Naioth Education Centre
978 4454756897 Valley View Academy
979 4456606596 Maranatha Education Center
980 4456606815 Faith Newdawn Academy
981 4456611009 AIC Zion High School
982 4457506593 AIC Zion Education Centre
983 4457507291 Codman Academy
984 4457550090 Maranatha Education Centre
985 4457763959 Abundant Life School
986 4461458485 Codman Secondary School
987 4461458486 Neci Education Centre
988 4461458487 St James Feeding Programme and Learning Project
989 4461458488 Community Care Educational Organization
990 4461496406 Balozi High School
991 4461510623 Fountain Preparatory School
992 4461519044 Jorum Education Center
993 4462892677 Maji Mazuri Headstart Academy
994 4464601890 Maji Mazuri Headstart Academy
995 4464622786 MCO Primary School
996 4464711189 Cross-Plain Community Center
997 4465952472 Mathare Community Outreach (Joy)
998 4465955077 Maana Academy
999 4467499562 Shofco Mathare School for Girls
1000 4472311597 Hope Compassion Centre
1001 5475170861 <NA>
1002 5475170862 <NA>
1003 5475170863 <NA>
1004 5886553885 Moi Forces Academy
1005 6445077889 Jessi School
1006 6445077891 Missions of Hope International
1007 6445077893 Undugu Basic Education Unit Mathare
1008 6445077901 Mama Africa Academy
1009 6445077905 Daima Primary School
1010 6445077914 St Teresa's Girls Primary School
1011 6445077915 Eden Community School
1012 6445081192 Destiny Community Education
1013 6445081197 Eden Annex Preparatory School
1014 6445081205 Ananda Marga School
1015 6445081219 Emmanuel Middle School
1016 6445081220 The Affluent High School
1017 6445081224 Salama Primary School
1018 6445111391 Ananda Marga School
1019 6445111394 AIPCA Ngei 2 Academy
1020 6445111396 Ngei PAG Education Center
1021 6445111397 St Ruth Academy
1022 6445111398 Mathare Special Training Centre
1023 6445111402 Wakibe Junior Academy
1024 6445111406 Eden Annex Preparatory School
1025 6445111411 Brainiac High school
1026 6445111413 Mission of Hope Nigeria
1027 6445111415 Rosken Education Centre
1028 6445111416 Jorum E Center
1029 6445111417 Blessed Junior Academy
1030 6445111419 Spring View Education Center
1031 6445111420 Mum's Care Academy
1032 6445111421 Joy Community Education Centre
1033 6445111422 Star Education Centre
1034 6445129687 Ngei PAG Education Center
1035 6445129688 Bishop Gitonga Academy
1036 6445129690 Destiny Community School
1037 6445132385 Mumo Education Center
1038 6445132389 Ndururuno Secondary School
1039 6445132390 Ndururuno Primary School
1040 6445137985 Amaizing Day Care
1041 6445138085 Community Care School
1042 6583228985 Moi Forces Academy
1043 8128702910 Emmanuel baby care
1044 8128746631 Joy Day
1045 8128822739 Blessed Baby Care
1046 8128866092 Blessed Education Centre
1047 8128894421 St Pauline Day Care
1048 8128906911 Smart Brains Academy
1049 8129000931 Destiny School
1050 8129001741 Destiny School
1051 8157561205 Neeves School
1052 8157631065 Spring View Education Center
1053 8157725956 Destiny Junior Education Centre
1054 8157770298 Lea Daycare
1055 8157780961 Blessings Baby Care
1056 8184260965 School Of Hope
1057 8184322538 Hope Compassion Center
1058 8184322539 Ana Martin Escuela
1059 9134752817 Judah Education Centre
1060 9134851417 Strong Foundation Education Centre
1061 9134893317 Strong Foundation Education Centre
1062 9134936917 Community Care School
1063 9137254518 Angel Junior Academy
1064 9137409517 Angel Junior Academy
1065 9137438617 Valley View Academy
1066 9137549717 Inspiration Baby College
1067 9151258417 Cross-Plain Community Center
1068 9154240767 Edom Spring School
1069 9154422598 Joy Community education center
1070 9154643490 Seraphine Academy School
1071 9154742397 St Teresa's Pre Primary School
1072 9154949209 Destiny Community School
1073 9157423748 Roots Institute Centre
1074 9157462997 Edom Springs Community School
1075 9157510917 Precious Child Juniour School
1076 9157526117 Precious Child Junior School
1077 9157611045 Star Education Centre
1078 9157650731 Missions of Hope BH
1079 9157734217 Woka Tender Care Junior Academy
1080 9160478755 Neci Educational Center
1081 9160854674 The Spring view School
1082 9160876505 Kiboro Primary School
1083 9161134707 Recada School
1084 9162822140 St James Feeding Programme and Learning Project
1085 9163117746 Ngei PAG Secondary School
1086 9163166531 St. Ruth Academy
1087 9163195733 Maxdais Faith School
1088 9163285495 Masewani Community Educational Center
1089 9163316047 Sweet Berries Educational Centre
1090 9163324818 Furaha Preparatory School
1091 9163361080 Sweet Berries Educational Centre
1092 9163367046 Promotion School
1093 9163373603 St Ann Daycare Nursery School
1094 9163394709 Roses Daycare and Academy
1095 9163404480 Roses Daycare and Academy
1096 9163860973 Golden Bells Educational centre
1097 9163867300 Golden Bells Education Centre
1098 9163900981 Kanyaa Educational Centre
1099 9163908895 Mathare outreach community (Joy)
1100 9163975211 MCO Mixed Secondary School
1101 9167876768 Bridge International Academy
1102 9168605551 Shiners Faith Development Centre
1103 9168657279 Mumo Education Centre
1104 9169137017 Valley Gates Education Centre
1105 9169143617 Valley Gates Education Center
1106 9169169217 Goodstart Junior School
1107 9169179517 Goodstart Junior School
1108 9169505385 Balozi school
1109 9169559604 Destiny Community Education Centre
1110 9169559923 Destiny Community Education Center
1111 9170670413 Mama Africa Academy
1112 9170724851 St.Michael Educational Centre
1113 9173898977 Mathare Community Outreach School
1114 10537647337 <NA>
1115 10537647338 <NA>
1116 10537647340 <NA>
1117 10537647345 <NA>
1118 10537647346 <NA>
1119 10537647350 <NA>
1120 10537647351 <NA>
1121 10537647365 <NA>
1122 10537647366 <NA>
1123 10537647377 <NA>
1124 11138588986 <NA>
1125 11138588987 <NA>
1126 11153601399 <NA>
1127 11236747235 <NA>
1128 11236747236 <NA>
1129 11236747237 <NA>
1130 11236747238 <NA>
1131 11236747239 <NA>
1132 11236747240 <NA>
1133 11236747241 <NA>
1134 11236747244 <NA>
1135 11236747245 <NA>
1136 11236747288 <NA>
1137 11676247114 New Eastleigh Primary School
1138 734051761 Blue Hills Academy
1139 1875584928 <NA>
1140 2647292117 <NA>
1141 2647292119 <NA>
1142 2647292122 <NA>
1143 2647292124 <NA>
1144 4194272066 <NA>
1145 5039111574 <NA>
1146 5039111575 <NA>
1147 5039111576 <NA>
1148 5039111583 <NA>
1149 5039111584 <NA>
1150 5039111585 <NA>
1151 5039111586 <NA>
1152 5039111587 <NA>
1153 5039111588 <NA>
1154 5039111589 <NA>
1155 5886555685 De Paul Catholic School
1156 6224915376 <NA>
1157 6224915377 <NA>
1158 6224915378 <NA>
1159 6224915379 <NA>
1160 6224915380 <NA>
1161 6224915381 <NA>
1162 6224915382 <NA>
1163 6224915383 <NA>
1164 6224915384 <NA>
1165 6247215858 Queen Of Apostles Seminary Secondary School
1166 6249063035 Kasarani Group of Schools
1167 6249168416 Mt. Laverna Academy
1168 6249168490 Baraka Mixed Secondary School
1169 6249168509 Murema Primary School
1170 6826671306 Mount Laverna Academy
1171 6827344681 Providence Academy Primary
1172 7148016582 <NA>
1173 7148016583 <NA>
1174 7148016584 <NA>
1175 7148016585 <NA>
1176 7153968534 <NA>
1177 7153968535 <NA>
1178 7153968536 <NA>
1179 7153968537 <NA>
1180 7440986345 <NA>
1181 7440986346 <NA>
1182 7440986347 <NA>
1183 7440986348 <NA>
1184 7731361587 <NA>
1185 7731361588 <NA>
1186 7731361589 <NA>
1187 7731361590 <NA>
1188 7731361591 <NA>
1189 7731361592 St. Anne's Lifred School
1190 8560325539 Blessed Pavel Catholic School
1191 9569226997 <NA>
1192 10011081045 st. Antony academy
1193 10941459897 King college
1194 478551902 Shadrack Kimalel Primary School
1195 612004748 <NA>
1196 612004749 <NA>
1197 612004860 <NA>
1198 612004864 <NA>
1199 612004865 <NA>
1200 612004907 <NA>
1201 612004909 <NA>
1202 612004911 <NA>
1203 612004912 <NA>
1204 612004916 <NA>
1205 612004919 <NA>
1206 612004933 <NA>
1207 612004935 <NA>
1208 612004954 <NA>
1209 612004955 <NA>
1210 612004956 <NA>
1211 612004957 <NA>
1212 612004958 <NA>
1213 612006972 <NA>
1214 612007086 Bridge of Hope Educational Centre
1215 612007152 Olympic Primary School
1216 612007263 Kibera Academy
1217 612007264 Kambi Muru Tenderlets CBO School
1218 612007279 Mashimoni Squatters Primary School
1219 612007412 Rudolf High School (Closed)
1220 612007413 Lindi Ushirika Primary
1221 612007447 Calvary Educational Centre
1222 612007489 Mzalendo High Technical Center
1223 612007554 Palm Olive Academy
1224 612007576 Robter Nursery School
1225 612007585 Ammsa Junior Academy
1226 612007672 Laini Saba Primary School
1227 612007690 Kibera YMCA Educational Center
1228 612007716 Jakes Academy
1229 612008379 Lindi Friends School
1230 612008500 Tenderlings School
1231 612008764 New Life MC School
1232 612009018 Calvary Educational Centre
1233 612009191 Red Rose Children Center
1234 612009192 Berith Bible College
1235 612011358 Kibera Glory Secondary School
1236 662794312 Chemichemi Ya Tumaini
1237 748777107 New Joy Centre
1238 748777109 Pracious Children Centre
1239 748782275 Miracle And Victory Children Centre
1240 748782276 Kibera Academy Secondary School
1241 748782277 Tumaini Juniour Academy
1242 748803831 Goodnews Academy
1243 748804441 Don Bosco
1244 748804550 Jamhuri Assembly School (Closed)
1245 748804556 Maranatha Laini Saba Academy
1246 748805433 Church of God Primary
1247 748826131 Kibera Free Methodist Academy
1248 748826133 Magoso Primary School
1249 748828881 Kibera Community Centre(Springs of Love)
1250 748833033 Green House Pre-Unit School For Deaf
1251 748833035 Valley of Hope
1252 748833039 Kibera Center For Evangelization
1253 748858916 Shepherd Staff Junior Children Centre
1254 748858917 Ushirika Children Centre
1255 748863830 Jesus Winners Pre-School
1256 752219201 YMCA School
1257 752254027 P A G School
1258 752254053 St Veronica Nursery School
1259 752276386 Graebens Driving Shool
1260 752276387 Three Bells Center
1261 752317805 Optimist Educational Centre
1262 752317837 Baraka Junior School
1263 752352033 Raila Educational Centre
1264 752388466 St Batholomew
1265 752394857 Tenderlings School
1266 752394881 Ayany Primary School
1267 752394892 Kibera Primary School
1268 761956459 Joysprings Educational Centre
1269 761992157 St Collins Nursery School
1270 775535480 Stara Rescue Centre School
1271 890550499 Anwar Junior Academy
1272 890550597 Better Life Center
1273 890550633 Kibera Day ECD
1274 890550666 Raila Educational Centre
1275 1015625631 Inua Mimi Rescue Centre
1276 1239977190 <NA>
1277 1239977195 <NA>
1278 1239977238 <NA>
1279 1239977246 <NA>
1280 1239977262 <NA>
1281 1239977283 <NA>
1282 1239977285 <NA>
1283 1239977289 <NA>
1284 1576448573 <NA>
1285 1576448574 <NA>
1286 1576448575 <NA>
1287 1576448576 <NA>
1288 1576448577 <NA>
1289 1577711334 All Saints Cathedral Primary School
1290 1712435882 Palm Olive Academy
1291 1764155302 Riara Group of Schools Primary
1292 1768443464 New HorizonHigh School
1293 1771323210 Akili Complex
1294 1771323214 Kingulu Primary School
1295 1771323215 Love Africa Somi School
1296 1864056792 Little Prince Primary School
1297 1875796680 Joseph Kangethe Primary School
1298 1875796681 Moi Girls School Nairobi
1299 1875796682 Nairobi Training Centre
1300 1875796685 Toi Primary School
1301 2066040973 Jamhuri Primary
1302 2115330631 Mbagathi Road Primary.
1303 2477075170 <NA>
1304 2477075171 <NA>
1305 2477075172 <NA>
1306 2477075173 <NA>
1307 2491664612 <NA>
1308 2491664613 <NA>
1309 2491664614 <NA>
1310 2491664615 <NA>
1311 2499021362 <NA>
1312 2499021364 <NA>
1313 2499021365 <NA>
1314 2499021366 <NA>
1315 2499021367 <NA>
1316 2499021368 <NA>
1317 2604599190 <NA>
1318 2604599191 <NA>
1319 2604599192 <NA>
1320 2604599193 <NA>
1321 2604599194 <NA>
1322 2604599195 <NA>
1323 2604599196 <NA>
1324 2604599197 <NA>
1325 2604599198 <NA>
1326 2604599199 <NA>
1327 2847951200 Glory Primary School
1328 2923089741 Lindi Friends School Kibera
1329 2923291988 Kara Kids Centtre
1330 2923338570 Emuhaya Rescue Rentre
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1334 2923513480 Adventure Pride Centre
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1336 2923513483 Calvary Educational Centre
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1344 2923513494 Mercy Junior Educational Centre
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1359 2932284092 Nairobi West High School
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1362 2932284096 Chema Vision Children Centre
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1365 2935262134 Mashimoni Friends ECD
1366 2935485237 Hope Restoration Centre Kenya
1367 2935485238 John Paul Mixed Secondary School
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1369 2941807998 Cherry Children Education Centre
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1403 2984297815 Loving The Orphan
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1418 3082332226 Jamy Quality Educational Centre
1419 3082332227 Kenya Adonai Masters And Servants Of Children
1420 3082332228 Kenya Adonai Masters And Servants Of Children
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1423 3082332232 St Florence Educational Centre
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1428 3454416006 Role Model Education Centre
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1430 3459074425 Victory Kindergated
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1435 5112486231 Rem Outreach Community Centre
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1437 5112539268 Christian Community Development Association
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1442 5119249858 St. George Orthodox
1443 5134766588 Inua Mimi Rescue Centre
1444 5134766589 Jeremic Adventist Academy
1445 5134869728 Kibera Day ECD
1446 5134869729 Raila Educational Centre
1447 5134869730 Star Of The Land Education Centre
1448 5134869731 The Great Achievers Preparatory School
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1450 5170815428 The Green Pastures School
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1772 2923815707 St Catherine Children and Educational Centre
1773 2923815708 St Catherine Children and Educational Centre
1774 2930752632 Maria Consolata Nusery
1775 2930836428 Maria Consolata
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1777 2932284091 KAG Olympic Education Centre
1778 2935256787 Baptist Rescue Centre
1779 2935256797 Seed School Kibera
1780 2935256799 St Anne Children Centre
1781 2952187215 Baptist Rescue Centre
1782 2952187216 Bethel kibera School
1783 2952187217 Cana Junior Children Centre
1784 2952187218 FPFK Gatwekera School
1785 2952187220 Galilaya Educational Centre
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1787 2952187223 Global One Kibera School
1788 2952187224 Golden Light Secondary
1789 2952187226 Kibera Hamlets
1790 2952187229 Kimmta Academy
1791 2958438682 Maono Educational Centre
1792 2959968892 Soweto Academy Girls School
1793 2964077207 St Marys Educational Centre
1794 2964077208 Wanken Children Centre
1795 2964135581 Bright Star Junior School
1796 2966573884 Starays Hope Community Center
1797 2968577916 Galilaya Educational Centre
1798 2968577923 Hope Academy
1799 2968577924 Tumaini Hope Center Primary
1800 2968577925 Hoywik Learning Centre
1801 2968577926 Hoywik Learning Centre
1802 2968578135 Miracle And Victory Children Centre
1803 2968578136 Oloos Student Centre
1804 2968578146 St Peters Wonder
1805 2968578147 St Peters Wonder
1806 2968578149 St Stephen Children's Centre
1807 3009031329 Jeshurum Children Centre
1808 3070142761 Golden Heart Academy
1809 3070202859 Niami Educational Centre
1810 3073173658 Baraka Za Ibrahim Secondary School
1811 3073260240 Fairview Educational Centre
1812 3073260241 Fair View Children Centre
1813 3502586532 Open Gate of Hope Academy
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1878 4711308866 Jitahidi ECD Centre
1879 4711308867 Jitahidi ECD Centre
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1882 4934449696 Kilimani Junior Academy
1883 5119148464 Woodley Nazarene Pre-Primary School
1884 5119185445 Hoywik Secondary School
1885 5119191997 St Christine Education Centre
1886 5119209879 St Christine Secondary School
1887 5119214668 Tumaini Hope Center Secondary
1888 5119233643 Imani ECD Nursery School
1889 5119233644 Anajali Nursery School
1890 5119233645 Anajali Primary School
1891 5119239744 Church On The Rock Academy
1892 5119239745 St Stephen Educational Centre
1893 5119251870 Ebenezer Academy
1894 5134858557 Golden Heart Academy
1895 5134962352 St Bakhita Non- Formal School
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1903 5295553069 Nairobi Christian Outreach Centre Academy
1904 5353048121 The Netherlands School Society
1905 5356726940 Nairobi Waldorf School
1906 5360972286 Karengata Academy Secondary School
1907 5361484361 St. Elizabeth Boys High School
1908 5361484408 Nairobi Great Commission School
1909 5361662247 <NA>
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1929 6064281285 <NA>
1930 6142152798 <NA>
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1950 6830686445 Nairobi Academy Preparatory
1951 6830686446 <NA>
1952 6830686447 <NA>
1953 6830686448 <NA>
1954 6830686449 <NA>
1955 6830686452 La Salle Catholic Primary
1956 6830686453 <NA>
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1961 7180835846 <NA>
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1963 7208344237 PRCC Academy
1964 7208344250 The Global One Foundation Secondary School
1965 7937755840 Better For Kids Academy
1966 7937755842 Kibera Blessed Children Centre
1967 7937755845 Luciana Baby Care
1968 7937755847 Missionaries Of Charity Brothers New Life School
1969 7937755852 King Pin Academy
1970 7937755853 Neema Education Centre
1971 7937755856 Joash Olumu Primary School
1972 7937755862 New hope
1973 7937755863 Kidogo Daycare
1974 7937755868 Humanitas Educational Center
1975 7937755871 Fruitful Talent Centre
1976 7937755876 PCEA Silanga Nursery School
1977 7937755883 Kibera 7 Kids
1978 7937824586 Crea Kids Learning Centre
1979 7937824592 By The Grace Day Care Academy
1980 8137763469 Bria Rose Academy
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2118 9116076800 Hope and Faith
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2121 9122765464 Little stommers schools
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2125 9122878493 Juliana Daycare
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2296 1446059290 Ministaration junior school
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2298 5496079255 Nile Road Secondary School
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2362 6817508245 Nile Road Girls Secondary
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2406 1038202671 Caso Upendo Primary School
2407 1038202672 Myto Junior Academy
2408 1038202722 St Lwanga zone nursery/primary school
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2410 1038202804 Mercy care center secondary school
2411 1038202813 Excellent Care Centre
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2413 1038219177 Brain House High School
2414 1100019215 Angel Girls Education Centre
2415 1101737253 Hope Missionary School
2416 1103092338 Ngota's Upendo Nursery School and Youth Center
2417 1103092472 Driving School
2418 1103152621 Joy care center
2419 1109445798 MCEDO Beijing Education Centre
2420 1110199109 Neema worship centre
2421 1110227275 Patmos School
2422 1110227334 Anaweza Education Centre
2423 1110239838 Harvest mission
2424 1110239853 Loving Concern Education Centre
2425 1110239860 St. Phillips School
2426 1110239866 Edie nursery
2427 1110245197 St Ann Baby care
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2430 1111485885 <NA>
2431 1111485938 <NA>
2432 1111566336 Liance Driving School
2433 1111566381 Soldier OF FAITH Educational Centre
2434 1111566433 THAYU YOUTH CENTER
2435 1111586831 St Samuel Orphans School
2436 1111586880 Precious Kids Academy
2437 1111586949 Alfa Riviera Secondary School
2438 1111587134 Light House Grace Academy
2439 1123193310 Ushindi Educational Center
2440 1123193326 St Rosa Education Centre
2441 1123193327 Power Of Faith Education Centre
2442 1123201081 REMNANT JUNIOR ACADEMY
2443 1123201092 Urban View Primary School
2444 1123201101 M.F.H.C Huruma Centre
2445 1123201110 Winners educational centre
2446 1123201151 Josam Academy
2447 1123201169 Genesis Immaculate Primary School
2448 1123201207 Genesis Immaculate Secondary School
2449 1123209300 Sunflower Nursery School
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2451 1124602272 Pilot Educational Day Care Centre
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2453 1124611733 <NA>
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2469 4155519599 <NA>
2470 4461370056 Daystar Junior Education Center Mabatini
2471 4461494343 Billgates Care Primary
2472 4462893659 Patmos School.
2473 4462920821 Recada School
2474 4462937714 Glorious Education Center
2475 4462967881 Christ Ambassadour Academy
2476 4463017734 Gitathuru Mission Of Hope
2477 4463082226 Mathare Kosovo Outspot And Community School
2478 4464506027 Anaweza Education Centre
2479 4464506028 Gitathuru Mission Of Hope
2480 4464546559 Daystar Junior Educational Center Mabatini
2481 4464546560 Ngota's Upendo Nursery School and Youth Centre
2482 4464622787 MCEDO Beijing Education Centre-Pre Primary
2483 4464655293 Mathare Kosovo Outspot And Community School
2484 4464689391 Billgates Care Primary
2485 4465996146 Lea Learning Center
2486 4466007970 Mabawa School
2487 4466069585 Hope Baptist Children Center
2488 4467530209 Pillar Day Care
2489 4467561519 Genesis Joy Project Institute
2490 4467561520 Genesis Joy Primary School
2491 4467561521 Hope Compassion Center
2492 4467561522 MACCO ACADEMY
2493 4467561523 ACK Gitathuru Academy
2494 4472329843 Genesis Joy Project Institute
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2511 6422404608 <NA>
2512 6422404609 <NA>
2513 6422404610 <NA>
2514 6422404611 <NA>
2515 6422404612 <NA>
2516 6422404613 <NA>
2517 6422404614 <NA>
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2520 6445077900 Motherway Education Centre
2521 6445077904 The Brainhouse School
2522 6445077906 Mogra Star Primary And Secondary Schools
2523 6445077908 Newlight Academy
2524 6445077909 Sunflower Academy
2525 6445077913 Mission of Hope School
2526 6445081191 Elshadai Educational Centre
2527 6445081193 Millennium Academy
2528 6445081194 Change A Life Learning Centre
2529 6445081195 Eljoy Education Centre
2530 6445081196 Elshadai Education Centre
2531 6445081198 Furaha Community Centre
2532 6445081203 Mawewa School
2533 6445081204 Samergo Glorious Education Centre
2534 6445081206 Eljoy Education Centre
2535 6445081207 Alliant Junior Academy
2536 6445081208 Destiny Kids Rescue Centre
2537 6445081209 Heidemarie Primary School
2538 6445081210 Alliant Junior Academy
2539 6445081211 Rising Star Education Center
2540 6445081212 Stella Marris Community Education Centre
2541 6445081213 Huruma Mixed Secondary
2542 6445081214 Glory Spring Community Centre
2543 6445081215 <NA>
2544 6445081216 St Maurus
2545 6445081218 Mathare Methodist Education Center
2546 6445081221 Mary Rosana Academy
2547 6445081222 Golden Light Academy
2548 6445081223 Aeisha Collier Primary School
2549 6445111390 Star of Hope Primary School
2550 6445111392 Pilot Educational Daycare Centre
2551 6445111399 Vision Shiners Academy
2552 6445111401 Mission Of Hope Mathare North
2553 6445111403 Kasarani Victory Academy
2554 6445111404 Pillar Of Hope Education Centre
2555 6445111405 Angels Of Mercy Educational Centre
2556 6445111407 New Mercy Care Secondary School
2557 6445111408 Star Of Hope Secondary School
2558 6445111409 Miracle Junoir
2559 6445111410 Valleybridge Primary School
2560 6445111412 Mathare Old Primary School
2561 6445111423 Deut Learner Academy
2562 6445111424 MECDO
2563 6445132387 Mathare North Primary School
2564 6445132388 Blossom Children's Centre
2565 6445132391 Emmanuel Middle School
2566 6445132392 Faith Academy
2567 6445132393 New Mercy Care Primary School
2568 6445132395 St Veronica Primary School
2569 6445137886 Joy Academy School
2570 7098406185 Roots Institute Centre
2571 8128777237 Mlango Kubwa Kenya Assemblies Of God (K. A. G)
2572 8128792981 PCEA Valley
2573 8157379994 Marhari Primary School
2574 8157430963 Mathare Mixed Day Secondary School
2575 8157682836 Lea Mathare
2576 8157735363 Kutwa Baby Care
2577 8157770234 Wisdom Care School
2578 8184211110 Hanka Education Centre
2579 8184270945 Chang Rong Light Center
2580 8184308735 Karuna School
2581 8184372850 Ebenezer Kim Daycare
2582 8184385971 Mathare Kingsway Education Centre
2583 8184397010 Mathare Brilliant Academy
2584 8184398981 Nageya Children Home
2585 9137263417 Loving Concern Education Centre
2586 9151273817 Unique Opportunitys Child Forum (Happy Star Academy)
2587 9151330717 Unique Opportunitys Child Forum(Happy Star Academy
2588 9154120491 Mathare Early Childhood Development Centre
2589 9154220858 Gate View Education Centre
2590 9154307240 St Philips School Mathare
2591 9155035602 Deut Learner Academy
2592 9155265221 Chosen Vessel Academy
2593 9157581496 Viara Junior Academy
2594 9157588815 Omega Learning Centre
2595 9157591417 Joyrina Junior Academy
2596 9157597805 Wema Learning Centre
2597 9157599989 Viara Junior Academy
2598 9157610203 Wema Learning Centre
2599 9157634599 Millennium Academy
2600 9157641317 Jusama Community School
2601 9157787749 Upendo Children Education and Rehabilitation Centre
2602 9157818673 Magnificat Feeding Programme
2603 9157962617 Huruma Primary school
2604 9158114917 St Saviour Academy
2605 9158125717 St Saviour Academy
2606 9162410712 Lea learning Center
2607 9162516684 Lea learning Centre
2608 9162965042 Upendo Children Education and Rehabilitation Centre
2609 9163228068 MaxDais Faith School
2610 9163232288 Furaha Preparatory School
2611 9163233568 Focused Education Centre
2612 9163252593 Focused Education Centre
2613 9163408296 Joyrinah Junior Academy
2614 9164035006 Center of Hope and Transformation
2615 9164063621 Centre of Hope and Transformation
2616 9164093563 Happy Kids Education Centre
2617 9164114656 Happy Kids Education Centre
2618 9164129614 Samergo Glorious Educational Centre
2619 9164147011 St Rosa Education Centre
2620 9164226171 Mother Kevin Community School
2621 9164228727 B.A.F Academy
2622 9164230392 Little Bees Children Self Help Group
2623 9164251364 Mother Kevin Community School
2624 9164271503 Happy Springs Academy
2625 9164282518 B.A.F academy
2626 9164304693 Patsue Care Centre
2627 9164495804 Power of Faith Education Centre
2628 9164533768 Josama Community School
2629 9165286734 Patsue Care Centre
2630 9165314982 Happy Spring Academy
2631 9165407002 The Ark Community Education Centre
2632 9165410549 Valley Bridge Primary School
2633 9165411582 The Ark Community Education Centre
2634 9165452405 Makezi Junior School
2635 9165513244 Makezi Juniour School
2636 9166883307 Precious Angels Junior School
2637 9166909017 Kenya Muslim Academy
2638 9166912052 Furaha Community Centre Primary School
2639 9166912297 New Hope Education Centre
2640 9166917164 Precious Angels Junior School
2641 9166932882 Little Bees Children Self Help Group
2642 9166949156 Missions Of Hope Madoya Centre
2643 9166970896 Missions of Hope Madoya Centre
2644 9167037538 Carol Angels Education centre
2645 9167045308 Carol Angel Education Centre
2646 9167057817 Bridge Star Academy
2647 9167066417 Bridge Star Academy
2648 9167078118 Angels of Mercy Secondary school
2649 9167085211 St.Martin's Deporres Primary school
2650 9167097883 Glorious Blue Stars
2651 9167100818 Angels of Mercy Educational Centre
2652 9167134660 Glorious Blue Stars
2653 9167161342 St Martins De Porres primary school
2654 9167211417 Genesis Kindergarten Annex Primary School
2655 9167220117 Genesis Kindergarten Annex Primary Schools
2656 9167238117 Mother's Joy Academy
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2957 3856086361 Planser Junior Daycare
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2961 3856130657 Child Rock Pimary and Legion Maria Church
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2966 3856214668 Kenya kids Learning centre
2967 3856215164 Ridgeville acadamy
2968 3856215362 Benpal school
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2971 4433872628 Dr. Ribeiro Parklands Boys' High School
2972 4535635990 Kenyatta University School of Law
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3277 5915900146 Carevas School For The Needy
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3279 5915968850 Alpha Kindergaten
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3281 5915968852 Kabete Friends Education Center Pre-Primary
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3286 5915968858 Marani Junior and Pre-primary School
3287 5922075117 University of Nairobi(Kabete Campus)
3288 5922075119 Tommie Fulp Adventist Academy
3289 5922075120 Community Education Centre
3290 5922075121 Community Education Centre
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3307 5924835185 Mystic Space Rose
3308 5924835186 Marga Education Centre
3309 5924835188 Doravera Education Centre
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3311 5924835190 Bethel Community Development Centre
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3314 5925863203 Prudence Education Center
3315 5925863204 Prudence Education Centre
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3317 5925863206 St. Joseph Secondary School
3318 5925863207 St. Joseph Nursery And Primary School
3319 5925863210 The Genius Education Centre
3320 5925863211 The Genius Education Centre
3321 5926090739 Ack St Mary's School Kabete
3322 5926090740 Ack St Mary's School Kabete
3323 5926090741 Benock Morning Star Education Centre
3324 5926090742 Benock Morning Star Education Centre
3325 5926090743 Kaptagat Education Centre
3326 5926090746 Lucky Day Junior School
3327 5926090747 Lucky Day Junior School
3328 5926195777 Pearls Hearts Kindergarten
3329 5926195778 Bletag Kindergaten
3330 5926195779 New Age Educational Centre
3331 5926195780 New Age Educational Centre
3332 5926195781 Petals Education Centre
3333 5926195782 Petals Education Centre
3334 5926195783 Petals Education Centre
3335 5926218136 Blessed Lina Education Centre
3336 5926218137 Blessed Lina Education Centre
3337 5926218138 Little Winners School
3338 5926218139 Little Winners School
3339 5926218140 Corner Stone Academy
3340 5926218141 Corner Stone Academy
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1114 <NA>
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1155 school
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1165 school
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1200 <NA>
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1214 school
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1276 <NA>
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1289 school
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1303 <NA>
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1327 school
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1453 <NA>
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1471 school
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1518 <NA>
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1572 <NA>
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1593 <NA>
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1652 <NA>
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1814 <NA>
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1896 <NA>
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1928 school
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1930 <NA>
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1932 <NA>
1933 <NA>
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1939 <NA>
1940 <NA>
1941 <NA>
1942 <NA>
1943 <NA>
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1946 <NA>
1947 <NA>
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1949 school
1950 school
1951 <NA>
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1956 <NA>
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1960 <NA>
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1962 school
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1981 <NA>
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1989 <NA>
1990 <NA>
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1992 <NA>
1993 <NA>
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1995 <NA>
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1998 <NA>
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2000 <NA>
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2002 <NA>
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2005 <NA>
2006 <NA>
2007 <NA>
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2009 <NA>
2010 <NA>
2011 <NA>
2012 <NA>
2013 <NA>
2014 <NA>
2015 <NA>
2016 <NA>
2017 <NA>
2018 <NA>
2019 <NA>
2020 <NA>
2021 <NA>
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2100 <NA>
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2161 <NA>
2162 <NA>
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2166 <NA>
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2171 <NA>
2172 <NA>
2173 <NA>
2174 <NA>
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2179 <NA>
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2190 <NA>
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2192 <NA>
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2194 <NA>
2195 <NA>
2196 <NA>
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2198 <NA>
2199 <NA>
2200 <NA>
2201 <NA>
2202 <NA>
2203 <NA>
2204 <NA>
2205 <NA>
2206 <NA>
2207 <NA>
2208 <NA>
2209 <NA>
2210 <NA>
2211 <NA>
2212 <NA>
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2222 <NA>
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2238 <NA>
2239 <NA>
2240 <NA>
2241 <NA>
2242 <NA>
2243 <NA>
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2245 <NA>
2246 <NA>
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2250 <NA>
2251 <NA>
2252 <NA>
2253 <NA>
2254 <NA>
2255 <NA>
2256 <NA>
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2260 <NA>
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2295 school
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2299 <NA>
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2302 <NA>
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2320 <NA>
2321 <NA>
2322 <NA>
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2324 <NA>
2325 <NA>
2326 <NA>
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2330 <NA>
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2333 <NA>
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2355 <NA>
2356 school
2357 <NA>
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2362 school
2363 <NA>
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2365 <NA>
2366 <NA>
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2368 <NA>
2369 <NA>
2370 <NA>
2371 <NA>
2372 <NA>
2373 <NA>
2374 <NA>
2375 <NA>
2376 <NA>
2377 <NA>
2378 <NA>
2379 <NA>
2380 <NA>
2381 <NA>
2382 <NA>
2383 <NA>
2384 <NA>
2385 <NA>
2386 <NA>
2387 <NA>
2388 <NA>
2389 <NA>
2390 <NA>
2391 <NA>
2392 <NA>
2393 <NA>
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2396 <NA>
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2398 <NA>
2399 <NA>
2400 <NA>
2401 school
2402 school
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2428 <NA>
2429 <NA>
2430 <NA>
2431 <NA>
2432 school
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2440 school
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2450 school
2451 school
2452 <NA>
2453 <NA>
2454 <NA>
2455 <NA>
2456 <NA>
2457 <NA>
2458 <NA>
2459 <NA>
2460 <NA>
2461 <NA>
2462 <NA>
2463 <NA>
2464 <NA>
2465 school
2466 school
2467 school
2468 <NA>
2469 <NA>
2470 school
2471 school
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2488 school
2489 school
2490 school
2491 school
2492 school
2493 school
2494 school
2495 <NA>
2496 <NA>
2497 <NA>
2498 <NA>
2499 <NA>
2500 <NA>
2501 <NA>
2502 <NA>
2503 <NA>
2504 <NA>
2505 <NA>
2506 <NA>
2507 <NA>
2508 school
2509 school
2510 <NA>
2511 <NA>
2512 <NA>
2513 <NA>
2514 <NA>
2515 <NA>
2516 <NA>
2517 <NA>
2518 school
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2537 school
2538 school
2539 school
2540 school
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2542 school
2543 <NA>
2544 school
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2650 school
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2657 school
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2659 school
2660 school
2661 school
2662 <NA>
2663 <NA>
2664 <NA>
2665 <NA>
2666 <NA>
2667 <NA>
2668 <NA>
2669 <NA>
2670 <NA>
2671 <NA>
2672 <NA>
2673 <NA>
2674 school
2675 school
2676 <NA>
2677 <NA>
2678 <NA>
2679 <NA>
2680 <NA>
2681 <NA>
2682 <NA>
2683 school
2684 <NA>
2685 <NA>
2686 <NA>
2687 <NA>
2688 <NA>
2689 <NA>
2690 <NA>
2691 <NA>
2692 <NA>
2693 <NA>
2694 <NA>
2695 <NA>
2696 <NA>
2697 school
2698 school
2699 school
2700 <NA>
2701 <NA>
2702 <NA>
2703 <NA>
2704 <NA>
2705 <NA>
2706 school
2707 school
2708 school
2709 <NA>
2710 <NA>
2711 <NA>
2712 <NA>
2713 <NA>
2714 <NA>
2715 school
2716 <NA>
2717 <NA>
2718 <NA>
2719 <NA>
2720 <NA>
2721 school
2722 school
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2743 school
2744 school
2745 school
2746 school
2747 school
2748 school
2749 school
2750 school
2751 school
2752 <NA>
2753 <NA>
2754 <NA>
2755 <NA>
2756 <NA>
2757 <NA>
2758 <NA>
2759 <NA>
2760 <NA>
2761 <NA>
2762 school
2763 school
2764 school
2765 school
2766 school
2767 school
2768 school
2769 school
2770 <NA>
2771 <NA>
2772 <NA>
2773 <NA>
2774 <NA>
2775 school
2776 school
2777 school
2778 school
2779 school
2780 <NA>
2781 <NA>
2782 <NA>
2783 school
2784 school
2785 <NA>
2786 <NA>
2787 <NA>
2788 <NA>
2789 <NA>
2790 <NA>
2791 <NA>
2792 <NA>
2793 <NA>
2794 <NA>
2795 <NA>
2796 <NA>
2797 <NA>
2798 <NA>
2799 <NA>
2800 <NA>
2801 <NA>
2802 <NA>
2803 <NA>
2804 <NA>
2805 <NA>
2806 <NA>
2807 <NA>
2808 <NA>
2809 <NA>
2810 <NA>
2811 <NA>
2812 <NA>
2813 <NA>
2814 <NA>
2815 <NA>
2816 <NA>
2817 <NA>
2818 <NA>
2819 <NA>
2820 <NA>
2821 <NA>
2822 <NA>
2823 <NA>
2824 <NA>
2825 <NA>
2826 <NA>
2827 <NA>
2828 <NA>
2829 <NA>
2830 <NA>
2831 <NA>
2832 <NA>
2833 <NA>
2834 <NA>
2835 <NA>
2836 <NA>
2837 <NA>
2838 <NA>
2839 <NA>
2840 <NA>
2841 <NA>
2842 <NA>
2843 <NA>
2844 school
2845 school
2846 school
2847 school
2848 school
2849 school
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2872 school
2873 school
2874 school
2875 school
2876 school
2877 school
2878 school
2879 school
2880 school
2881 school
2882 school
2883 school
2884 <NA>
2885 <NA>
2886 <NA>
2887 <NA>
2888 <NA>
2889 <NA>
2890 <NA>
2891 <NA>
2892 <NA>
2893 <NA>
2894 <NA>
2895 <NA>
2896 <NA>
2897 <NA>
2898 <NA>
2899 <NA>
2900 <NA>
2901 <NA>
2902 <NA>
2903 <NA>
2904 <NA>
2905 <NA>
2906 <NA>
2907 <NA>
2908 <NA>
2909 <NA>
2910 <NA>
2911 <NA>
2912 school
2913 <NA>
2914 <NA>
2915 <NA>
2916 <NA>
2917 <NA>
2918 <NA>
2919 <NA>
2920 <NA>
2921 <NA>
2922 <NA>
2923 <NA>
2924 <NA>
2925 <NA>
2926 <NA>
2927 <NA>
2928 <NA>
2929 <NA>
2930 <NA>
2931 <NA>
2932 <NA>
2933 <NA>
2934 <NA>
2935 <NA>
2936 <NA>
2937 <NA>
2938 <NA>
2939 <NA>
2940 <NA>
2941 <NA>
2942 <NA>
2943 <NA>
2944 <NA>
2945 school
2946 school
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2949 school
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2952 school
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2962 school
2963 school
2964 school
2965 school
2966 school
2967 school
2968 school
2969 school
2970 school
2971 school
2972 school
2973 <NA>
2974 <NA>
2975 <NA>
2976 <NA>
2977 <NA>
2978 <NA>
2979 <NA>
2980 <NA>
2981 school
2982 <NA>
2983 <NA>
2984 <NA>
2985 <NA>
2986 <NA>
2987 <NA>
2988 <NA>
2989 <NA>
2990 <NA>
2991 <NA>
2992 <NA>
2993 <NA>
2994 <NA>
2995 <NA>
2996 <NA>
2997 <NA>
2998 <NA>
2999 <NA>
3000 school
3001 <NA>
3002 <NA>
3003 <NA>
3004 <NA>
3005 <NA>
3006 <NA>
3007 <NA>
3008 <NA>
3009 <NA>
3010 <NA>
3011 <NA>
3012 <NA>
3013 <NA>
3014 <NA>
3015 <NA>
3016 <NA>
3017 <NA>
3018 <NA>
3019 <NA>
3020 <NA>
3021 school
3022 school
3023 school
3024 <NA>
3025 <NA>
3026 <NA>
3027 <NA>
3028 <NA>
3029 school
3030 <NA>
3031 <NA>
3032 <NA>
3033 <NA>
3034 <NA>
3035 <NA>
3036 <NA>
3037 <NA>
3038 <NA>
3039 <NA>
3040 <NA>
3041 <NA>
3042 <NA>
3043 <NA>
3044 <NA>
3045 <NA>
3046 <NA>
3047 <NA>
3048 <NA>
3049 <NA>
3050 <NA>
3051 <NA>
3052 <NA>
3053 <NA>
3054 <NA>
3055 <NA>
3056 <NA>
3057 <NA>
3058 <NA>
3059 <NA>
3060 <NA>
3061 <NA>
3062 <NA>
3063 <NA>
3064 <NA>
3065 <NA>
3066 <NA>
3067 <NA>
3068 <NA>
3069 <NA>
3070 <NA>
3071 <NA>
3072 <NA>
3073 <NA>
3074 <NA>
3075 <NA>
3076 <NA>
3077 <NA>
3078 <NA>
3079 <NA>
3080 <NA>
3081 <NA>
3082 <NA>
3083 <NA>
3084 <NA>
3085 <NA>
3086 <NA>
3087 <NA>
3088 <NA>
3089 <NA>
3090 <NA>
3091 <NA>
3092 <NA>
3093 <NA>
3094 <NA>
3095 <NA>
3096 <NA>
3097 <NA>
3098 <NA>
3099 <NA>
3100 <NA>
3101 <NA>
3102 <NA>
3103 <NA>
3104 <NA>
3105 school
3106 school
3107 <NA>
3108 school
3109 <NA>
3110 <NA>
3111 <NA>
3112 <NA>
3113 <NA>
3114 <NA>
3115 <NA>
3116 <NA>
3117 <NA>
3118 <NA>
3119 <NA>
3120 <NA>
3121 <NA>
3122 <NA>
3123 <NA>
3124 <NA>
3125 <NA>
3126 <NA>
3127 <NA>
3128 <NA>
3129 <NA>
3130 <NA>
3131 <NA>
3132 <NA>
3133 <NA>
3134 <NA>
3135 <NA>
3136 <NA>
3137 <NA>
3138 <NA>
3139 <NA>
3140 <NA>
3141 <NA>
3142 <NA>
3143 <NA>
3144 <NA>
3145 <NA>
3146 <NA>
3147 <NA>
3148 <NA>
3149 <NA>
3150 <NA>
3151 <NA>
3152 <NA>
3153 <NA>
3154 <NA>
3155 <NA>
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3157 <NA>
3158 <NA>
3159 <NA>
3160 <NA>
3161 <NA>
3162 <NA>
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3166 <NA>
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3168 <NA>
3169 <NA>
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3171 <NA>
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3177 <NA>
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3184 <NA>
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3188 <NA>
3189 <NA>
3190 <NA>
3191 <NA>
3192 <NA>
3193 <NA>
3194 <NA>
3195 <NA>
3196 <NA>
3197 school
3198 school
3199 <NA>
3200 <NA>
3201 <NA>
3202 <NA>
3203 <NA>
3204 school
3205 school
3206 school
3207 <NA>
3208 <NA>
3209 <NA>
3210 <NA>
3211 <NA>
3212 <NA>
3213 <NA>
3214 <NA>
3215 <NA>
3216 <NA>
3217 <NA>
3218 school
3219 school
3220 <NA>
3221 <NA>
3222 <NA>
3223 <NA>
3224 <NA>
3225 <NA>
3226 <NA>
3227 school
3228 <NA>
3229 <NA>
3230 <NA>
3231 <NA>
3232 <NA>
3233 <NA>
3234 <NA>
3235 <NA>
3236 <NA>
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3238 <NA>
3239 <NA>
3240 <NA>
3241 <NA>
3242 <NA>
3243 <NA>
3244 <NA>
3245 <NA>
3246 <NA>
3247 <NA>
3248 <NA>
3249 <NA>
3250 <NA>
3251 <NA>
3252 <NA>
3253 <NA>
3254 <NA>
3255 <NA>
3256 school
3257 school
3258 <NA>
3259 <NA>
3260 <NA>
3261 <NA>
3262 <NA>
3263 <NA>
3264 <NA>
3265 <NA>
3266 <NA>
3267 <NA>
3268 <NA>
3269 <NA>
3270 <NA>
3271 <NA>
3272 <NA>
3273 <NA>
3274 <NA>
3275 <NA>
3276 school
3277 school
3278 school
3279 school
3280 school
3281 school
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3286 school
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3400 school
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3404 school
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3406 school
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3408 school
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3463 school
3464 school
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3466 school
3467 school
3468 school
3469 <NA>
3470 <NA>
3471 <NA>
3472 <NA>
3473 <NA>
3474 <NA>
3475 <NA>
3476 school
3477 school
3478 school
3479 school
3480 school
3481 school
3482 school
3483 school
3484 school
3485 school
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3498 school
3499 school
3500 <NA>
3501 <NA>
3502 <NA>
3503 <NA>
3504 <NA>
3505 <NA>
3506 <NA>
3507 <NA>
3508 <NA>
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3510 <NA>
3511 <NA>
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3513 <NA>
3514 <NA>
3515 <NA>
3516 <NA>
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3521 <NA>
3522 <NA>
3523 school
3524 school
3525 school
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3529 school
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3531 school
3532 school
3533 school
3534 school
3535 school
3536 school
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3539 school
3540 school
3541 <NA>
3542 school
3543 <NA>
3544 <NA>
3545 <NA>
3546 <NA>
3547 <NA>
3548 <NA>
3549 <NA>Glimpse your data
Use glimpse() to get information about your variables (e.g., type, row, columns,)
Dimensions of your data
Let’s see first how many columns and observations the dataset has:
- Dimensions of your data (Rows and Columns):
- The number of distinct values of a particular variable:
The $ sign is a subsetting operator. In R, we have three subsetting operators ([[, [, and $.). It is often used to access variables in a dataframe.
The n_distinct function allows us to count the number of unique values of a variable length of a vector. We included na.rm = TRUE, so we don’t count missing values.
Dimensions of your data
Exercise 2: Identify distinct values of a variable in a dataset. Using the n_distinct function, can you tell how many unique values these variables in the school_names dataset have?
- name
- amenity
Solution:
Data Cleaning
Renaming variables
If we want to to rename our variables, we could use rename() function from dplyr package:
Subsetting data
We can subset data using the filter function from dplyr package
dplyr::filter
Let’s try filtering all the rows where school name is “Baptist Primary School” from the school_names data.
Piping
Ever heard of piping? It’s this:
%>%Piping is a way of doing metaprogramming
The actual meaning of the pipes is: Pipes take the output of the function at the left and pass it as the first argument of the function at the right
The advantages of using piping is that it allows to have a cleaner division of successively applied functions in R code, drastically improving code readability
Piping
Just remember:
x %>% f()is the same asf(x)x %>% f() %>% g()is the same asg(f(x))
Merging data sets
We can use the left_join() function to merge two dataframes. The function syntax is: left_join(a_df, another_df, by = c("id_col1")).
A left join takes all the values from the first table, and looks for matches in the second table. If it finds a match, it adds the data from the second table; if not, it adds missing values.
Merging data sets
Exercise 3: Join the dataframes: school_names and school_coordinates.
Solution:
Merging data sets
Exercise 4: Check if there is any schools with no gis information:
- Only use pipes %>%
- And
filter() - Do not assign it to an object.
Solution:
So we ended up with no NAs for the school coordinates
This is because all schools have their respective GIS details stored in the school_coordinates dataset.
Mapping and iterations
Iterations in R
- In R, the syntax of
forloops is this:
R, however, has a set of functions that allows users to loop through an object in a more efficient way, without using explicit loops
One can use apply family (
apply(),sapply(),lapply(), etc.) of functions or use the family ofmap()functions from thepurrrpackageR is vectorized! this means that many operations are applied element-wise by default so you don’t have to code loops to apply them to each element of a vector or dataframe
Apply functions
The choice of the apply function to use will depend on the type of input and output
For this session, we will focus on
lapply()function which applies functions to objects and returns a list of the same length
lapply(x, fun): applies function to each of the elements of x. If x is a data frame then function is applied column-wise while if it’s a vector or a list it is applied item-wise.
- x: determines the input vector or an object
- fun: determines the function that is to be applied to input data
lapply function
Assuming, we would like to round off values to the nearest whole numbers using lapply function, it would be as follows:
map functions
lapplyalways returns a list.However, there are instances where we return a different object (eg, a row of a
dataframe) and want to append these objects (eg, adataframe)The
purrrpackage provides a family ofmapfunctionsmap_dfreturns a dataframe
map_df example
Example function
map_df example
Using lapply
map_df example
Using map_df
Quick introduction to visualization
Quick introduction to visualization
- The workhorse package for visualization in R is
ggplot2, based on The Grammar of Graphics ggplot2is designed to support producing many types of figures and is very customizable.
The basic ggplot structure is
Where we map data to aesthetics - such as x and y variables (scatterplots), colors, sizes, etc.
Quick introduction to visualization
Plot school coordinates
Quick introduction to visualization
Make figure look cleaner
Quick introduction to visualization
Color points by latitude
Quick introduction to visualization
Add title
Saving a dataset
Saving a dataset
- The dataset you have is the same data set we’ve been using for earlier sessions, so we can save it now.
- To save a dataset we can use the
write_csvfunction from thereadrpackage, orwrite.csvfrom base R.
The function takes the following syntax:
write_csv(x, file, append = FALSE):
x:the object (usually a data frame) you want to export to CSVfile:the file path to where you want to save it, including the file name and the format (“.csv”)
Saving a dataset
Exercise 5: Load the library readr and save the schools_df dataset as csv format.
- Use
write_csv()
Saving a dataset
- The problem with CSVs is that they cannot differentiate between
stringsandfactors - They also don’t save factor orders
- Data attributes (which are beyond the scope of this training, but also useful to document data sets) are also lost.
Saving a dataset
Data can be saved and loaded in an .rds format using the following commands:
write_rds(object, file = "")fromreadrpackage: Writes a single R object to a file.read_rds(file)fromreadrpackage: Load a single R object from a file.
Save the data set
Thank you!
Appendix
Appendix - R and RStudio Installation
This training requires that you have R and RStudio installed in your computer:
Instructions
To install R, visit (https://cran.r-project.org) and select a Comprehensive R Archive Network (CRAN) mirror close to you.
To install RStudio, go to https://www.rstudio.com/. Note that you need to install R first.
Appendix - More on R
Here are some advantages of R:
R is a free and open source software!
It allows you to have several datasets open simultaneously.
It can run complex Geographic Information System (GIS) analyses.
You can use it for web scrapping.
You can run machine learning algorithms with it.
You can create complex Markdown documents. This presentation, for example, is entirely done in R.
You can create interactive dashboards and online applications with the Shiny package.
Appendix - Syntax
Some of the highlights on R’s syntax include:
- Parentheses to separate function names from its arguments.
- Commas to separate arguments.
- For comments we use the
#sign. - You can have line breaks inside function statements.
- In R, functions can be treated much like any other object. Therefore, they can be passed as arguments to other functions.
Appendix - RStudio interface
Script
Where you write your code.
Console
Where your results and messages will be displayed. But you can also type commands directly into the console.
Environment
What’s in R’s memory.
The 4th pane
Can display different things, including plots you create, packages loaded and help files.
Appendix - RStudio vs R GUI
RStudio
RStudio is an integrated development environment for R
It’s a software that uses the base R installation of your computer and provides an expanded interface that greatly facilitates R programming
R GUI
The basic R Graphic User Interface (GUI) can also be used to program in R. You will find it in your computer with a name similar to
R<version>, as inR4.2.2Opening the R GUI allows to work with R in a command line format, where you introduce one R command and the interface executes it and prints any message if needed
It’s very similar to the console panel of RStudio and it also allows to open a script editor, but it will not show you a list of the variables loaded on your environment
Appendix - RStudio vs R GUI
Appendix - Help, Google and Stack Overflow
R help files usually start with a brief description of the function, explain its syntax and arguments and list a few examples. There are two ways to access help files:
Exercise 6: Use help to get more information on the summary function
Appendix - Help, Google and Stack Overflow
Some of the best things about R, is that R has a wide user community and it has a lot of online resources.
The most powerful problem-solving tool in R, however, is Google. Searching the something yields tons of results.
Often that means a Stack Overflow page where someone asked the same question and several people gave different answers. Here’s a typical example: https://stackoverflow.com/questions/1660124/how-to-sum-a-variable-by-group
Appendix - Useful resources
Blogs, courses and resources:
Surviving graduate econometrics with R: https://thetarzan.wordpress.com/2011/05/24/surviving-graduate-econometrics-with-r-the-basics-1-of-8/
CRAN’s manuals: https://cran.r-project.org/manuals.html
R programming in Coursera: https://www.coursera.org/learn/r-programming
R programming for dummies: http://www.dummies.com/programming/r/
R bloggers: https://www.r-bloggers.com/
R statistics blog: https://www.r-statistics.com/
The R graph gallery: https://www.r-graph-gallery.com/
R Econ visual library: (developed and maintained by DIME Analytics!) https://worldbank.github.io/r-econ-visual-library/
Appendix - Useful resources
Books:
R for Stata Users - Robert A. Muenchen and Joseph Hilbe
R Graphics Cookbook - Winston Chang https://r-graphics.org/
R for Data Science - Hadley Wickham and Garrett Grolemund https://r4ds.had.co.nz/
